Tristan Bonds
Founding ML Engineer | Ex-DeepSeasoning
- Role
- Founding Machine Learning Engineer at Valley Steer
- Location
- Los Angeles, CA, US
- LinkedIn followers
- 500 followers
About Tristan Bonds
I\'m a machine learning engineer with healthcare industry experience. I am passionate…
Experience
Founding Machine Learning Engineer
Oct 2024 — Present
Leading the design and implementation of ML infrastructure for AI-enabled healthcare services from the ground up.• Built a unified ML framework that streamlines experimentation and deployment through FastAPI, Argo Workflows, GitLab CI/CD, and Kubernetes, while providing comprehensive LLM evaluation and observability tooling with a custom UI to track performance, cost, and latency metrics across multiple model provider API integrations.• Created an extensible RAG system with Langchain and pgvector for flexible chunking, embedding and retrieval strategies.• Developed a full-stack tool with Django and React to improve operational efficiency while also enhancing front-end UI and optimizing back-end data pipelines and quality for various products.• Providing technical expertise and mentorship to team members, collaborating with business and operations teams to translate needs into technical solutions.
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